Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 5.869 25.09 147863.16 0.9787356425898708 -0.0012173056568907474 0.340005574130598 135.7255401611328 461103.66 0.9784956777160969 -0.0025228625356972043 0.312453080980662 134.99171447753906 True 0 100 9.472 23.2 141030.14 0.9745007391147906 0.00768425450126906 -0.2990388149838463 30.27924156188965 38211.254 0.9721022573529854 0.008939770685223631 -0.248874206678191 30.52532958984375 True 0 200 10.04 23.03 66734.266 0.9735797934334988 0.007217276195855549 -0.3582207437288148 28.24098014831543 29975.684 0.9714055246872543 0.007953957141166151 -0.31027002966976336 28.47014808654785 True 0 300 9.972 23.35 44764.555 0.9773319028984994 -0.0018335903043040721 0.35920349153302156 18.77853775024414 38648.05 0.9765013502026725 -0.0024578426559508483 0.3089697166226682 19.065645217895508 False 0 400 9.583 23.21 30148.89 0.9817374061133842 -0.016341218254778453 0.3577697959025803 18.525814056396484 37438.918 0.9799896754876379 -0.015286196497706291 0.3079278564277746 18.90662956237793 False 0 500 9.645 23.16 42497.88 0.9736270912192272 0.0016217662330850525 0.3536901922959938 6.553513526916504 31488.047 0.9716062774550298 0.0042677539858834495 0.3008344337351467 6.813838958740234 True 0 600 10.24 22.97 75765.43 0.9698573601015053 0.022337124681549546 0.3066074683727318 3.532248020172119 29143.027 0.967934332540261 0.0223965556127871 0.24152789175008274 3.603684663772583 True 1 700 13.6 23.5 42580.152 0.9845857013563024 -0.005433133868224959 0.36015410050439045 3.003917694091797 89313.01 0.9843931153702906 -0.006064581144160364 0.30721969163462404 3.2680506706237793 False 1 800 9.833 23.03 49309.746 0.9744038661204497 0.004873447986588479 0.26678307700720466 3.9226014614105225 30838.885 0.9719748658843255 0.0062910276851809764 0.20282605159144862 3.970243215560913 False 1 900 9.947 23.51 42944.094 0.9749291166112246 -0.010028027738939438 0.35893606538693945 18.746822357177734 34538.496 0.973630062630306 -0.01073646018063147 0.3077855291000843 18.94818878173828 False 1 1000 9.883 23.2 47138.61 0.972347021347608 0.007005948116318463 0.1147170806778002 15.99777603149414 31339.977 0.9706778859160836 0.008144304529524773 0.06721018916402442 16.14684295654297 False 1 1100 9.863 23.17 51432.434 0.9682408211638429 0.02716084801912031 -0.3438852468779801 4.592134952545166 28320.176 0.9669205272975528 0.025908229062472563 -0.3115893350704248 4.531745910644531 True 1 1200 10.15 23.02 46818.516 0.9711679473750726 0.022592457509360942 -0.3539676500017821 3.748735189437866 31880.87 0.9699538394328499 0.020667746722699804 -0.31658322859540977 3.7118191719055176 False 1 1300 9.857 22.9 41109.543 0.9768004902223657 -0.00861732599913634 0.340339249328776 4.787595272064209 37199.074 0.9758285448658717 -0.009439558702347793 0.2770953739086962 4.889491558074951 False 2 1400 9.934 22.97 42738.234 0.9746840010160444 -0.0052999791883168 0.29137428500313517 3.4761552810668945 34815.7 0.9735175423059726 -0.006109143340622616 0.22057152768536914 3.4988033771514893 False 2 1500 9.877 22.77 50713.582 0.9739412878976484 -0.0037340909451013394 0.3540831783212744 7.066497325897217 31759.4 0.9718605338957861 -0.0020654216986660885 0.2935717179416656 7.201831817626953 False 2 1600 9.876 23.26 76952.17 0.9739548547013969 0.006753478812966834 0.17257449340432754 3.182737112045288 32286.066 0.9717647676405867 0.00749671798838903 0.1027730986292752 3.1513936519622803 False 2 1700 9.887 23.08 66770.016 0.9748513219751659 0.0015220637979394239 0.32564397291303526 3.10548734664917 31930.203 0.9725037147013669 0.0029961934418080926 0.25307201964670134 3.1337099075317383 False 2 1800 9.894 23.34 50799.906 0.9701472615494634 0.017565887103116806 -0.2273259194423949 3.3381617069244385 30720.807 0.9684617349056942 0.017020909714301972 -0.20662204195067896 3.2982583045959473 False 2 1900 9.606 22.89 56922.02 0.9795735695942357 -0.005104327056428118 0.3482476762815762 3.1609904766082764 99789.19 0.9792923114305845 -0.0061357767006267015 0.28285037781787387 3.243877649307251 False 2 2000 9.661 22.72 338007.2 inf 0.011632827758224985 0.3453347888112603 3.399742841720581 56940.34 inf 0.01198700469949025 0.27893095272135354 3.5235307216644287 False 3 2100 9.95 23.11 40833.945 0.9758262109341039 -0.003968931485055094 0.3091948639856352 3.410384178161621 36234.805 0.9748931389268695 -0.0049399651777615695 0.22694222221698399 3.4494504928588867 False 3 2200 9.859 23.1 52064.375 0.970163767573313 0.020313383787683624 -0.34155000355546283 3.946209192276001 30016.658 0.9683803410591523 0.020665079009937134 -0.30191292334682046 3.8834309577941895 False 3 2300 9.898 22.87 39800.453 0.9824988340187559 -0.0072698013256260454 0.34069481209782876 3.295822858810425 52518.832 0.9822450548400896 -0.007878270406676715 0.27530449409026575 3.5783166885375977 False 3 2400 9.573 22.95 41504.855 0.9733037722736574 0.002384546321687265 0.3156911166782385 2.9040534496307373 32255.969 0.9716802634783133 0.004690578844302277 0.24044245707131853 2.949413299560547 False 3 2500 9.716 23.12 81472.17 inf -0.0006530524433913173 0.3519839381787382 3.55324387550354 162410.58 inf -0.0018006284373489668 0.2905926761673581 3.690175771713257 False 3 2600 9.843 23.09 34832.086 0.9751194083173752 -0.0010345808751672015 0.2408960815901953 3.1816396713256836 34663.336 0.9742464925329615 -0.0023429379506148085 0.16735300413203402 3.2183780670166016 False 3 2700 9.808 22.68 49109.1 0.9738212443314498 -0.0004576077390703826 0.32202999494400936 13.174123764038086 31899.803 0.9716402352526293 0.001085550805257731 0.24917524063892074 13.363039016723633 False 4 2800 9.752 23.25 31125.592 0.9777584375756274 -0.004235246737122535 0.16615669878806605 3.1296026706695557 41373.445 0.9772865251968865 -0.005670123917495745 0.08999354836990893 3.1345131397247314 False 4 2900 9.827 22.98 36638.957 0.9803749360258238 -0.005781981158464575 0.3336459640852141 8.255379676818848 57478.57 0.9801635448908509 -0.007257190964490704 0.26529249641400465 8.466214179992676 False 4 3000 9.822 23.22 49574.47 inf -0.00488780472019552 0.3336900620525458 2.8389482498168945 104478.125 inf -0.006355739437270713 0.26266717050087224 2.923490047454834 False 4 3100 9.66 23.11 22782.65 0.9777492030154973 -0.0074286535815889935 0.33632941602706323 3.7840120792388916 36456.066 0.9767476954910538 -0.008831912387685109 0.2656509177532337 3.9328784942626953 False 4 3200 9.845 22.81 23912.86 0.968644515713387 0.031154499416462252 -0.30103973844820636 4.241156578063965 30554.67 0.9673964632643425 0.03044461822394399 -0.2688275395185115 4.208930969238281 False 4 3300 9.718 22.97 23044.74 0.9773004957331982 -0.005234901610109107 0.32980010393408654 4.577692985534668 37788.24 0.9765714362514702 -0.007063192231965967 0.25711793715899567 4.716141700744629 False 4 3400 9.816 22.65 227207.06 inf 0.008633782577467112 0.22958571680336537 3.5580832958221436 48739.605 inf 0.008860826214898507 0.1524528589772977 3.602135419845581 False 5 3500 9.816 23.2 92076.09 0.9750450369919884 0.004315578027568174 0.3195556618947934 4.142295837402344 36288.0 0.9726414636938601 0.005661613682488135 0.23527775338167678 4.2106523513793945 False 5 3600 9.92 22.79 55906.094 inf 0.000991397432548322 0.3238733422144864 3.2938570976257324 174367.1 inf -0.0007413013620316336 0.24507339992266905 3.3922438621520996 False 5 3700 9.762 23.28 42863.36 inf -0.0010097767040130488 0.33559510672851833 3.2524585723876953 119755.81 inf -0.002636945527958861 0.26062706380217426 3.3859479427337646 False 5 3800 9.826 23.07 25608.287 0.9799119399757472 -0.0039916977620902535 0.33689953606259054 2.9164657592773438 67909.95 0.9798708100007385 -0.00588689200415968 0.26292192460257374 2.9576258659362793 False 5 3900 9.883 22.96 21370.512 0.9727613186103453 0.006128509534919618 0.2900215480062052 3.1680684089660645 32706.982 0.9711371624476215 0.0063774872778148564 0.21683088382461727 3.2297451496124268 False 5 4000 9.428 23.27 21116.445 0.9768372152272856 0.006059801691802871 -0.23449058369528966 4.032219409942627 50677.734 0.9768902692307146 0.004550397757873097 -0.22210114090137262 4.005832672119141 False 5 4100 9.839 22.72 30382.582 0.9784016311463831 0.0006039772517943757 0.33668486365997885 9.953756332397461 72138.26 0.9782943436917468 -0.000960717784616557 0.2684370203861567 10.13606071472168 False 6 4200 9.911 23.11 20476.629 0.9710208117621318 0.01583667236016118 -0.3155057715258274 4.040719032287598 31939.982 0.9694354116694859 0.01599279276519899 -0.2820006608986619 3.986394166946411 False 6 4300 9.644 22.91 28776.828 0.9788564217563264 -0.0016332583888480532 0.36263657653242565 6.659393787384033 71207.61 0.97879304734586 -0.0033521265438987585 0.2985996697459002 6.80285120010376 False 6 4400 9.674 23.1 24630.168 0.9731958848020013 0.0007314689103456066 0.3536408181329658 3.707042932510376 31889.521 0.971248928227576 0.0017142352768527375 0.2863622836367028 3.7884891033172607 False 6 4500 9.96 23.04 58634.574 0.9734890969433205 0.009405283621769085 0.28444746257961523 3.2312960624694824 33336.613 0.9712282082174295 0.010343110359613309 0.20661384309607586 3.26123046875 False 6 4600 9.838 22.94 15731.659 0.9711846493157513 0.013957304435759522 0.15780838690716092 3.136698007583618 36920.12 0.9696099254435588 0.01519180241111445 0.09403878275834668 3.192206621170044 False 6 4700 9.759 22.84 19138.357 0.9744230303642184 -0.004589465496701773 0.3004144494801761 2.9273250102996826 32548.557 0.9725565382693131 -0.003684859069181667 0.23535103995488724 2.9902424812316895 False 6 4800 9.907 23.07 20728.84 0.9772939498579719 -0.003651651590790277 0.3321992570644761 4.61855936050415 39301.48 0.9767480977647155 -0.005356684020737982 0.25622115041400084 4.73854923248291 False 7 4900 9.765 22.92 17091.625 0.9760856295959648 -0.0035761486469749215 0.34202392583435426 3.604074239730835 36862.344 0.9753770883881419 -0.005291907530753929 0.267285434686778 3.693981647491455 False 7 5000 9.502 22.93 15808.902 0.9774789392788539 -0.0028986133121573984 0.3351518490996343 4.118571758270264 39758.008 0.9771659050694294 -0.004863799813926252 0.25942644903351125 4.256218910217285 False 7 5100 9.742 22.84 23526.217 0.9790333712589481 -0.0016016108222637272 0.3246739981149367 3.2452046871185303 61624.363 0.9791163212685219 -0.0037087452301190135 0.2462736327940563 3.344264030456543 False 7 5200 9.696 23.12 16940.945 0.9737057019016693 0.0031906633281625616 0.2817823677522505 3.0274484157562256 34354.83 0.972822963137859 0.0008898316609453043 0.19798640717058036 3.0832228660583496 False 7 5300 9.84 22.9 92310.77 0.9738904047527751 0.008381428867303687 0.3196945423630127 2.916759729385376 38445.996 0.9716408719452948 0.009280040848391239 0.24197595655309725 2.9942827224731445 False 7 5400 9.618 22.9 16685.615 0.9730200420328051 0.004590324921820545 0.27907503410838697 3.1526236534118652 32975.004 0.9716866047997852 0.0029407967191015885 0.18830233386458856 3.2109599113464355 False 7 5500 9.828 22.95 16606.65 0.9695310277324422 0.02064284053235955 -0.1492611061451189 3.3491716384887695 31636.357 0.9680135947912444 0.02035328085423596 -0.1680763073193272 3.3476040363311768 False 8 5600 9.85 22.93 59137.418 inf 0.000802111333938499 0.3203437440053618 3.6791014671325684 127044.164 inf -0.0018151144891949522 0.23863448178496938 3.8744075298309326 False 8 5700 9.826 22.7 18950.232 0.9726013074796768 0.004730416281007331 0.1924281979833252 3.0989034175872803 32021.781 0.9711067709609873 0.003564142283875093 0.14701009422878272 3.09213924407959 False 8 5800 9.939 22.94 42830.273 0.9733067107317452 0.011289148633996096 -0.12828933888275038 3.4000308513641357 34902.348 0.97124222843775 0.011132705702800167 -0.12943814668500556 3.3841359615325928 False 8 5900 9.654 23.01 19850.455 0.9719986304753093 0.01357432673302965 -0.1344451080048657 3.4510457515716553 31618.998 0.9702754817042113 0.013152191034191482 -0.14008589080602332 3.440521001815796 False 8 6000 9.859 22.92 19024.492 0.9717295270155106 0.01321660760595743 -0.22023956303286638 4.8176093101501465 35527.492 0.9709521235613642 0.011630359250439412 -0.24136227229592863 4.85837984085083 False 8 6100 9.733 23.24 17118.617 0.9699934418732197 0.02438588719366494 -0.23769145548246257 3.764845848083496 31961.178 0.9689746347541534 0.023091338779964887 -0.24175677220175257 3.771178960800171 False 8 6200 9.881 22.82 122291.77 inf 0.006023792000350983 0.2419223365970255 2.9944491386413574 41588.613 inf 0.007385578806380676 0.1599574039186255 3.0830111503601074 False 9 6300 9.92 22.88 15268.372 0.9735596801901576 0.007638883272051652 -0.03388072696351978 3.3213658332824707 38967.215 0.9732873296456654 0.0048955339358763535 -0.07534817004379933 3.3438832759857178 False 9 6400 9.772 22.98 31722.031 0.9719033395405361 0.015617198176168374 -0.08674214624736566 3.377751588821411 33842.02 0.9701955662592227 0.015172104786013683 -0.12031529170130996 3.404006004333496 False 9 6500 9.932 22.93 41840.773 inf 0.007726037485192654 0.10871945535130115 4.29621696472168 144320.44 inf 0.005391734953166939 0.024680525229059315 4.3592376708984375 False 9 6600 9.73 22.89 49948.406 0.9750132472266636 0.005069517699825018 0.12056030857412726 3.3849411010742188 36376.996 0.9728586568683264 0.005782170999252156 0.07110206393290197 3.4014105796813965 False 9 6700 9.815 22.67 16666.47 0.9715991190752776 0.011143300032042077 -0.15662980583449349 3.6496424674987793 34573.586 0.970268092595403 0.01035759195599092 -0.15658449004998407 3.6349868774414062 False 9 6800 9.582 22.88 25749.445 0.9787983726494364 -0.0024568295453580415 0.2928896187874503 3.97271990776062 47434.156 0.9788512497736276 -0.005057120404393651 0.22243126305627398 4.036837100982666 False 9 6900 9.834 22.73 20438.016 0.9717880178027556 0.007753926325399679 0.2798740321401621 3.0525963306427 32203.986 0.9701992750483025 0.007870934849830672 0.2139449683892566 3.044274091720581 False 10 7000 9.847 22.95 52780.625 0.9794732321452941 -0.00019634697857219498 0.0050481393700938845 3.9204769134521484 128132.22 0.9797296349986581 -0.002789100645230014 -0.060959018502892814 3.914227247238159 False 10 7100 9.817 23.05 23862.252 0.9758544148523562 -0.00028338426679816214 -0.09928000835360061 3.3110122680664062 40223.66 0.9753246306318692 -0.0020063540558656716 -0.09728057971548347 3.280346155166626 False 10 7200 9.851 23.02 25591.545 0.9738555920468146 0.0021023896623390747 -0.09015627309862678 5.405853271484375 36528.277 0.9729607348785527 0.0006996395671301969 -0.07757900447959619 5.302338123321533 False 10 7300 9.596 23.26 39242.35 0.9787520994364878 -0.0005848067730901454 0.33339000528322343 4.6789093017578125 88602.97 0.9788278607614428 -0.00278146326771099 0.2580513795068912 4.807066440582275 False 10 7400 9.911 22.78 18266.139 0.9735255959404306 0.004086429821261318 0.3297713105338175 3.0355188846588135 32023.703 0.9715002676713946 0.005122350755966878 0.25013231563441124 3.050855875015259 False 10 7500 10.04 23.11 17797.654 0.972174117490159 0.012067585140229925 0.26510866918578796 3.0667147636413574 33186.742 0.9708825464096739 0.010788708796806101 0.18235329780017007 3.0721378326416016 False 10 7600 9.82 22.7 23103.697 0.9714748494534956 0.014976525475005865 0.17869717461329246 3.1381936073303223 32343.188 0.9701135745743642 0.01397258154953978 0.09554886254041467 3.143923044204712 False 11 7700 9.826 23.08 19128.3 0.9736513263324509 0.0033950869711384846 0.3669824846516846 3.0891551971435547 31457.336 0.9717211541388702 0.004079693993189851 0.2965958623180463 3.144512891769409 False